{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3281235c",
   "metadata": {},
   "source": [
    "# N-BEATS "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "920b866d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from darts import TimeSeries\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7fa2ee33",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (9,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7b696b83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_time</th>\n",
       "      <th>traffic_volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9/29/2016 17:00</td>\n",
       "      <td>5551.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9/29/2016 18:00</td>\n",
       "      <td>4132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9/29/2016 19:00</td>\n",
       "      <td>3435.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9/29/2016 20:00</td>\n",
       "      <td>2765.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9/29/2016 21:00</td>\n",
       "      <td>2443.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date_time  traffic_volume\n",
       "0  9/29/2016 17:00          5551.0\n",
       "1  9/29/2016 18:00          4132.0\n",
       "2  9/29/2016 19:00          3435.0\n",
       "3  9/29/2016 20:00          2765.0\n",
       "4  9/29/2016 21:00          2443.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/daily_traffic.csv')\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "53dd25f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series = TimeSeries.from_dataframe(df, time_col='date_time')\n",
    "\n",
    "series.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1ba6906b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.plot()\n",
    "plt.xlim('9/29/2016 17:00', '10/16/2016 9:00');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b266b930",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Daily seasonality: True - period = 24\n",
      "Weekly seasonality: True - period = 168\n"
     ]
    }
   ],
   "source": [
    "from darts.utils.statistics import check_seasonality\n",
    "\n",
    "is_daily_seasonal, daily_period = check_seasonality(series, m=24, max_lag=400, alpha=0.05)\n",
    "is_weekly_seasonal, weekly_period = check_seasonality(series, m=168, max_lag=400, alpha=0.05)\n",
    "\n",
    "print(f'Daily seasonality: {is_daily_seasonal} - period = {daily_period}')\n",
    "print(f'Weekly seasonality: {is_weekly_seasonal} - period = {weekly_period}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3a4c1d88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train, test = series[:-120], series[-120:]\n",
    "\n",
    "train.plot(label='train')\n",
    "test.plot(label='test')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1f20af6",
   "metadata": {},
   "source": [
    "## Baseline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "288ddcf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from darts.models.forecasting.baselines import NaiveSeasonal\n",
    "\n",
    "naive_seasonal = NaiveSeasonal(K=168)\n",
    "naive_seasonal.fit(train)\n",
    "\n",
    "pred_naive = naive_seasonal.predict(120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a0fcced0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test.plot(label='test')\n",
    "pred_naive.plot(label='Baseline')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c9932e12",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "249.09166666666667\n"
     ]
    }
   ],
   "source": [
    "from darts.metrics import mae\n",
    "\n",
    "naive_mae = mae(test, pred_naive)\n",
    "\n",
    "print(naive_mae)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fa2eb5e",
   "metadata": {},
   "source": [
    "## N-BEATS without covariates "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9e19b0d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-22 17:02:48 pytorch_lightning.utilities.rank_zero INFO: GPU available: False, used: False\n",
      "2022-11-22 17:02:49 pytorch_lightning.utilities.rank_zero INFO: TPU available: False, using: 0 TPU cores\n",
      "2022-11-22 17:02:49 pytorch_lightning.utilities.rank_zero INFO: IPU available: False, using: 0 IPUs\n",
      "2022-11-22 17:02:49 pytorch_lightning.utilities.rank_zero INFO: HPU available: False, using: 0 HPUs\n",
      "2022-11-22 17:02:49 pytorch_lightning.callbacks.model_summary INFO: \n",
      "  | Name          | Type             | Params\n",
      "---------------------------------------------------\n",
      "0 | criterion     | MSELoss          | 0     \n",
      "1 | train_metrics | MetricCollection | 0     \n",
      "2 | val_metrics   | MetricCollection | 0     \n",
      "3 | stacks        | ModuleList       | 7.3 M \n",
      "---------------------------------------------------\n",
      "7.3 M     Trainable params\n",
      "2.3 K     Non-trainable params\n",
      "7.3 M     Total params\n",
      "58.647    Total estimated model params size (MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49: 100%|███████████████████████████████████████| 22/22 [00:03<00:00,  7.31it/s, loss=0.0027, train_loss=0.00222]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-22 17:05:20 pytorch_lightning.utilities.rank_zero INFO: `Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49: 100%|███████████████████████████████████████| 22/22 [00:03<00:00,  7.30it/s, loss=0.0027, train_loss=0.00222]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<darts.models.forecasting.nbeats.NBEATSModel at 0x1f071344cc8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from darts.models import NBEATSModel\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "\n",
    "train_scaler = Scaler()\n",
    "scaled_train = train_scaler.fit_transform(train)\n",
    "\n",
    "nbeats = NBEATSModel(\n",
    "    input_chunk_length=168, \n",
    "    output_chunk_length=24,\n",
    "    generic_architecture=True,\n",
    "    random_state=42)\n",
    "\n",
    "nbeats.fit(\n",
    "    scaled_train,\n",
    "    epochs=50\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a6739f79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicting DataLoader 0: 100%|███████████████████████████████████████████████████████████| 1/1 [00:00<00:00,  6.25it/s]\n"
     ]
    }
   ],
   "source": [
    "scaled_pred_nbeats = nbeats.predict(n=120)\n",
    "\n",
    "pred_nbeats = train_scaler.inverse_transform(scaled_pred_nbeats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1da66f04",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "292.3977035833977\n"
     ]
    }
   ],
   "source": [
    "mae_nbeats = mae(test, pred_nbeats)\n",
    "\n",
    "print(mae_nbeats)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4226e388",
   "metadata": {},
   "source": [
    "## N-BEATS with covariates "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ff12d224",
   "metadata": {},
   "outputs": [],
   "source": [
    "from darts import concatenate\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries as dt_attr\n",
    "\n",
    "cov = concatenate(\n",
    "    [dt_attr(series.time_index, 'day', dtype=np.float32), dt_attr(series.time_index, 'week', dtype=np.float32)],\n",
    "    axis='component'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6d8ebf97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cov_scaler = Scaler()\n",
    "\n",
    "scaled_cov = cov_scaler.fit_transform(cov)\n",
    "\n",
    "train_scaled_cov, test_scaled_cov = scaled_cov[:-120], scaled_cov[-120:]\n",
    "\n",
    "scaled_cov.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fc3a0297",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-22 17:05:20 pytorch_lightning.utilities.rank_zero INFO: GPU available: False, used: False\n",
      "2022-11-22 17:05:20 pytorch_lightning.utilities.rank_zero INFO: TPU available: False, using: 0 TPU cores\n",
      "2022-11-22 17:05:20 pytorch_lightning.utilities.rank_zero INFO: IPU available: False, using: 0 IPUs\n",
      "2022-11-22 17:05:20 pytorch_lightning.utilities.rank_zero INFO: HPU available: False, using: 0 HPUs\n",
      "2022-11-22 17:05:21 pytorch_lightning.callbacks.model_summary INFO: \n",
      "  | Name          | Type             | Params\n",
      "---------------------------------------------------\n",
      "0 | criterion     | MSELoss          | 0     \n",
      "1 | train_metrics | MetricCollection | 0     \n",
      "2 | val_metrics   | MetricCollection | 0     \n",
      "3 | stacks        | ModuleList       | 10.0 M\n",
      "---------------------------------------------------\n",
      "10.0 M    Trainable params\n",
      "4.3 K     Non-trainable params\n",
      "10.0 M    Total params\n",
      "79.844    Total estimated model params size (MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49: 100%|██████████████████████████████████████| 22/22 [00:03<00:00,  6.29it/s, loss=0.00235, train_loss=0.00281]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-22 17:08:17 pytorch_lightning.utilities.rank_zero INFO: `Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49: 100%|██████████████████████████████████████| 22/22 [00:03<00:00,  6.29it/s, loss=0.00235, train_loss=0.00281]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<darts.models.forecasting.nbeats.NBEATSModel at 0x1f0710f86c8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nbeats_cov = NBEATSModel(\n",
    "    input_chunk_length=168, \n",
    "    output_chunk_length=24,\n",
    "    generic_architecture=True,\n",
    "    random_state=42)\n",
    "\n",
    "nbeats_cov.fit(\n",
    "    scaled_train,\n",
    "    past_covariates=scaled_cov,\n",
    "    epochs=50\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0e5b165c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicting DataLoader 0: 100%|███████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 20.00it/s]\n"
     ]
    }
   ],
   "source": [
    "scaled_pred_nbeats_cov = nbeats_cov.predict(past_covariates=scaled_cov, n=120)\n",
    "\n",
    "pred_nbeats_cov = train_scaler.inverse_transform(scaled_pred_nbeats_cov)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "de2a2dc7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "287.6306614724936\n"
     ]
    }
   ],
   "source": [
    "mae_nbeats_cov = mae(test, pred_nbeats_cov)\n",
    "\n",
    "print(mae_nbeats_cov)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b17c6742",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test.plot(label='test')\n",
    "pred_nbeats.plot(label='N-BEATS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ba186edc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "x = ['Baseline', 'N-Beats', 'N-BEATS + covariates']\n",
    "y = [naive_mae, mae_nbeats, mae_nbeats_cov]\n",
    "\n",
    "ax.bar(x, y, width=0.4)\n",
    "ax.set_xlabel('Models')\n",
    "ax.set_ylabel('MAE')\n",
    "ax.set_ylim(0, 350)\n",
    "ax.grid(False)\n",
    "\n",
    "for index, value in enumerate(y):\n",
    "    plt.text(x=index, y=value + 10, s=str(round(value,0)), ha='center')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "608b078e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:darts-env] *",
   "language": "python",
   "name": "conda-env-darts-env-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
